Ensure vision-based software tools have reliable, consistent estimation of the 3D volume of objects to prevent model overfitting. This study showed that the manual observation yielded…

Conduct yearly solar panel reviews including surface cleaning and charging output tests when using any solar powered systems. While these systems often use maintenance-free batteries, it is…

Identify local stakeholder and transportation infrastructure needs. This could be best achieved by outreach efforts with stakeholder engagement and technical working group meetings to ensure…

Address existing data gaps and establish key performance indicator benchmarks before scaling up projects. A lack of baseline data and industry standards could potentially hinder achieving the goals…

Institutionalize performance management at all levels, aligning measures and targets with agency goals. Given widespread access to modern computerized management systems, transportation agencies…

Start with a low operating speed for smoother deployment of automated shuttle systems in mixed automated and traditional vehicle environments. This project demonstrated that a maximum speed of 18 km…

Recommendations and best practices for BRT planning and implementation: Conduct targeted outreach to business owners along the planned BRT corridor prior to any construction work. Peers have…

The lessons learned from the deployment of the RIO system were from development experiences, and the performance of the system with respect to the project goals and effects on vehicular and…

Use sound-based Radio Detection and Ranging (radar) technology to complement the Light Detection and Ranging (LiDAR) technology to mitigate weather-dependent braking and stopping issues. The shuttle…

Several lessons learned were captured during the evaluation of FLIR pedestrian detection, particularly from the detection accuracy of the FLIR sensors under different conditions. Perform the…